{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RDKit: substructure queries using SMARTS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook explores using `RDKit` to find matching 2D structures in organic molecules, using SMARTS queries.  It uses RDKit's very nice structure renderer to show matches.  This notebook isn't a replacment for the [rdkit documentation](http://www.rdkit.org/docs/), but is intended to complement it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "@TAGS: #basics #substructure-queries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "# import rdkit components\n",
    "from rdkit import rdBase\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import AllChem\n",
    "from rdkit.Chem import Draw\n",
    "\n",
    "# use IPythonConsole for pretty drawings\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "\n",
    "## The next line is commented out \n",
    "### because GitHub does not render svg's embedded in notebooks\n",
    "# IPythonConsole.ipython_useSVG=True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Defining and viewing a small set of example molecules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# some heterocycles \n",
    "naphthalene = Chem.MolFromSmiles('c12ccccc1cccc2')\n",
    "benzoxazole = Chem.MolFromSmiles('n1c2ccccc2oc1')\n",
    "indane = Chem.MolFromSmiles('c1ccc2c(c1)CCC2')\n",
    "skatole = Chem.MolFromSmiles('CC1=CNC2=CC=CC=C12')\n",
    "benzene = Chem.MolFromSmiles('c1ccccc1')\n",
    "quinoline = Chem.MolFromSmiles('n1cccc2ccccc12')\n",
    "\n",
    "my_molecules = [naphthalene, \n",
    "                benzoxazole,\n",
    "                indane,\n",
    "                skatole,\n",
    "                benzene,\n",
    "                quinoline,\n",
    "               ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our test molecules for this notebook will be the arbitrary set of heterocycles and homocycles (and benzene) above.  \n",
    "\n",
    "It's easy to get a look at the structure of these molecules."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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lpSVJpVK6cuUK6zgcEXXs2JEA0IQJE1hH4f5v/PjxBIA6duzIOopJu3XrFnXq1EkorOrU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\nhBBCeNh/AGYWuKthKP1+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=600x400 at 0x7FC946D55278>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage(my_molecules, useSVG=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For `RDKit` molecules created via SMILES, ring properties are instantiated automatically on molecule creation.  Thus, the code below that tests whether any atom in each molecule is a member of exactly two SSSR rings works right off the bat.  As expected, all molecules have (at least one atom that is in) two rings, except for the fifth molecule, benzene."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[True, True, True, True, False, True]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "is_in_two_rings = Chem.MolFromSmarts('[R2]')\n",
    "[mol.HasSubstructMatch(is_in_two_rings) for mol in my_molecules]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Defining substructure queries\n",
    "\n",
    "[SMARTS](http://www.daylight.com/dayhtml/doc/theory/theory.smarts.html) is a chemical structure query language.  RDKit can import SMARTS queries for use in searching against sets of existing RDKit molecules."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SMARTS query for any five-membered ring fused to a benzene ring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "benzo_five = Chem.MolFromSmarts('[*r5R1]1[cR2]2[cR1][cR1][cR1][cR1][cR2]2[*r5R1][*r5R1]1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SMARTS query for any six-membered ring fused to a benzene ring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "benzo_six = Chem.MolFromSmarts('[*r6R1]1[cR2]2[cR1][cR1][cR1][cR1][cR2]2[*r6R1][*r6R1][*r6R1]1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "smarts_queries = [benzo_five, benzo_six]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using SMARTS instead of SMILES to initialize molecules does not result in instantiation of a molecule's RingInfo property.  Thus, until `Chem.GetSSSR()` is invoked on a SMARTS-derived molecule, certain queries will fail."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ERROR; Pre-condition Violation\n",
      "\tRingInfo not initialized\n",
      "\tViolation occurred on line 37 in file Code/GraphMol/RingInfo.cpp\n",
      "\tFailed Expression: df_init\n",
      "\tRDKIT: 2017.03.1.dev1\n",
      "\tBOOST: 1_61\n",
      " because RingInfo wasn't initialized\n",
      "\n",
      "[True, True]\n",
      "Success!  Your query worked.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#doctest: IGNORE\n",
    "\n",
    "# our first try fails\n",
    "try:\n",
    "    print([mol.HasSubstructMatch(is_in_two_rings) for mol in smarts_queries])\n",
    "    print('Success!  Your query worked.')\n",
    "except RuntimeError as err:\n",
    "    print('ERROR; {0} because RingInfo wasn\\'t initialized\\n'.format(err))\n",
    "\n",
    "# initialize rings\n",
    "[Chem.GetSSSR(mol) for mol in smarts_queries]\n",
    "\n",
    "# now it works\n",
    "try:\n",
    "    print([mol.HasSubstructMatch(is_in_two_rings) for mol in smarts_queries])\n",
    "    print('Success!  Your query worked.\\n')\n",
    "except RuntimeError as err:\n",
    "    print('ERROR; {0} because RingInfo wasn\\'t initialized'.format(err))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that our query molecules' `RingInfo` is instantiated, it will be possible to compute meaningful 2D sets of coordinates for the SMARTS molecule and to both (a) query against the SMARTS molecule and (b) use the SMARTS molecule as a query against other molecules.  Without calling `Chem.GetSSSR()`, only the second option would be viable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 0]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[AllChem.Compute2DCoords(mol) for mol in smarts_queries]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# matching the first query\n",
    "for mol in my_molecules:\n",
    "    AllChem.GenerateDepictionMatching2DStructure(mol, benzo_five, acceptFailure = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our matching to our first query is done, and now all we have to do is draw the results."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Showing the hits: five-membered rings fused to benzene"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The trick here is that the `IPythonConsole` module of `rdkit.Chem.Draw` doesn't seem to pass through the `highlightSubstructs = True` parameter to the appropriate rendering function, even though it does result in setting the `mol.__sssAtoms` property for each molecule.  We can pass this parameter manually."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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bcrAAunbtSqdOnYiNjWXatGlax9epU4c+ffqQlpaWHfhuz4wePZr09HQ++eQT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\nIBCYAP8Pa7WP2zLmIJ4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=600x400 at 0x7FC946492588>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "highlight_lists = [mol.GetSubstructMatch(benzo_five) for mol in my_molecules]\n",
    "Draw.MolsToGridImage(my_molecules, \n",
    "                     highlightAtomLists = highlight_lists,\n",
    "                     useSVG=False\n",
    "                    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The graph above shows that skatole, indane, and benzoxazole hit our first query, which tested whether a molecule contained a benzene fused to a five-membered ring.  The skatole example illustrates that not all atoms in a molecule need to match a query, and also that only those atoms that match will be highlighted.\n",
    "\n",
    "As expected, benzene isn't highlighted because it doesn't contain two rings, and naphthalene and quinoline aren't highlighted because they contain benzene fused to a _six_-membered ring. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Showing the hits: six-membered rings fused to benzene\n",
    "The other query was to check for benzene fused to six-membered rings.  This should hit naphthalene and quinoline.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for mol in my_molecules:\n",
    "    AllChem.GenerateDepictionMatching2DStructure(mol, benzo_six, acceptFailure = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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Tp/Ldd9+RkJBA+/btuXnzZhZFL+RUxpFgBQdLfQeV8Dt4kJT0dHpVqoSns7Py+5QuDWXK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\nRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=600x400 at 0x7FC9461122E8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# make sure the molecules are storing information about the SSS match:\n",
    "highlight_lists = [mol.GetSubstructMatch(benzo_six) for mol in my_molecules]\n",
    "Draw.MolsToGridImage(my_molecules, \n",
    "                     highlightAtomLists = highlight_lists,\n",
    "                     useSVG=False\n",
    "                    )"
   ]
  },
  {
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